Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 2212 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 624.5 KiB |
| Average record size in memory | 289.1 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 17 |
AcceptedCmp1 is highly overall correlated with AcceptedCmpTotal and 1 other fields | High correlation |
AcceptedCmp2 is highly overall correlated with AcceptedCmpTotal | High correlation |
AcceptedCmp3 is highly overall correlated with AcceptedCmpTotal and 1 other fields | High correlation |
AcceptedCmp4 is highly overall correlated with AcceptedCmpTotal and 1 other fields | High correlation |
AcceptedCmp5 is highly overall correlated with AcceptedCmpTotal and 5 other fields | High correlation |
AcceptedCmpTotal is highly overall correlated with AcceptedCmp1 and 5 other fields | High correlation |
Age is highly overall correlated with AgeGroup | High correlation |
AgeGroup is highly overall correlated with Age | High correlation |
Children is highly overall correlated with HasChildren and 2 other fields | High correlation |
DaysSinceEnrolled is highly overall correlated with YearsSinceEnrolled | High correlation |
HasAcceptedCmp is highly overall correlated with AcceptedCmp1 and 4 other fields | High correlation |
HasChildren is highly overall correlated with Children and 8 other fields | High correlation |
Income is highly overall correlated with AcceptedCmp5 and 14 other fields | High correlation |
Kidhome is highly overall correlated with Children and 1 other fields | High correlation |
MntFishProducts is highly overall correlated with Income and 10 other fields | High correlation |
MntFruits is highly overall correlated with Income and 10 other fields | High correlation |
MntGoldProds is highly overall correlated with Income and 11 other fields | High correlation |
MntMeatProducts is highly overall correlated with HasChildren and 12 other fields | High correlation |
MntRegularProds is highly overall correlated with AcceptedCmp5 and 13 other fields | High correlation |
MntSweetProducts is highly overall correlated with Income and 10 other fields | High correlation |
MntTotal is highly overall correlated with AcceptedCmp5 and 13 other fields | High correlation |
MntWines is highly overall correlated with AcceptedCmp5 and 12 other fields | High correlation |
NumCatalogPurchases is highly overall correlated with Income and 12 other fields | High correlation |
NumDealsPurchases is highly overall correlated with HasChildren | High correlation |
NumStorePurchases is highly overall correlated with Income and 11 other fields | High correlation |
NumTotalPurchase is highly overall correlated with Income and 11 other fields | High correlation |
NumWebPurchases is highly overall correlated with Income and 8 other fields | High correlation |
NumWebVisitsMonth is highly overall correlated with HasChildren and 2 other fields | High correlation |
Teenhome is highly overall correlated with Children and 1 other fields | High correlation |
YearsSinceEnrolled is highly overall correlated with DaysSinceEnrolled | High correlation |
AcceptedCmp3 is highly imbalanced (62.0%) | Imbalance |
AcceptedCmp4 is highly imbalanced (61.9%) | Imbalance |
AcceptedCmp5 is highly imbalanced (62.4%) | Imbalance |
AcceptedCmp1 is highly imbalanced (65.6%) | Imbalance |
AcceptedCmp2 is highly imbalanced (89.6%) | Imbalance |
Complain is highly imbalanced (92.6%) | Imbalance |
AcceptedCmpTotal is highly imbalanced (57.1%) | Imbalance |
ID has unique values | Unique |
Recency has 28 (1.3%) zeros | Zeros |
MntFruits has 394 (17.8%) zeros | Zeros |
MntFishProducts has 379 (17.1%) zeros | Zeros |
MntSweetProducts has 412 (18.6%) zeros | Zeros |
MntGoldProds has 61 (2.8%) zeros | Zeros |
NumDealsPurchases has 44 (2.0%) zeros | Zeros |
NumWebPurchases has 48 (2.2%) zeros | Zeros |
NumCatalogPurchases has 575 (26.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-01 01:18:38.526281 |
|---|---|
| Analysis finished | 2024-10-01 01:19:52.465861 |
| Duration | 1 minute and 13.94 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
ID
Real number (ℝ)
UNIQUE
| Distinct | 2212 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5585.1609 |
| Minimum | 0 |
|---|---|
| Maximum | 11191 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 571.75 |
| Q1 | 2814.75 |
| median | 5454.5 |
| Q3 | 8418.5 |
| 95-th percentile | 10675.45 |
| Maximum | 11191 |
| Range | 11191 |
| Interquartile range (IQR) | 5603.75 |
Descriptive statistics
| Standard deviation | 3247.5237 |
|---|---|
| Coefficient of variation (CV) | 0.58145571 |
| Kurtosis | -1.1881653 |
| Mean | 5585.1609 |
| Median Absolute Deviation (MAD) | 2783 |
| Skewness | 0.041710598 |
| Sum | 12354376 |
| Variance | 10546410 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9405 | 1 | < 0.1% |
| 5524 | 1 | < 0.1% |
| 2174 | 1 | < 0.1% |
| 4141 | 1 | < 0.1% |
| 7366 | 1 | < 0.1% |
| 6261 | 1 | < 0.1% |
| 9246 | 1 | < 0.1% |
| 4838 | 1 | < 0.1% |
| 9589 | 1 | < 0.1% |
| 736 | 1 | < 0.1% |
| Other values (2202) | 2202 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 9 | 1 | |
| 13 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 24 | 1 | |
| 25 | 1 | |
| 35 | 1 |
| Value | Count | Frequency (%) |
| 11191 | 1 | |
| 11188 | 1 | |
| 11187 | 1 | |
| 11181 | 1 | |
| 11178 | 1 | |
| 11176 | 1 | |
| 11171 | 1 | |
| 11166 | 1 | |
| 11148 | 1 | |
| 11133 | 1 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 54 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.5198915 |
| Min length | 3 |
Characters and Unicode
| Total characters | 16634 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation |
| 4th row | Graduation |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1115 | |
| PhD | 480 | |
| Master | 365 | 16.5% |
| 2n Cycle | 198 | 9.0% |
| Basic | 54 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1115 | |
| phd | 480 | |
| master | 365 | 15.1% |
| 2n | 198 | 8.2% |
| cycle | 198 | 8.2% |
| basic | 54 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1313 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| u | 1115 | 6.7% |
| d | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 563 | 3.4% |
| Other values (12) | 3520 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16634 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1313 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| u | 1115 | 6.7% |
| d | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 563 | 3.4% |
| Other values (12) | 3520 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16634 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1313 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| u | 1115 | 6.7% |
| d | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 563 | 3.4% |
| Other values (12) | 3520 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16634 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2649 | |
| r | 1480 | |
| t | 1480 | |
| n | 1313 | 7.9% |
| i | 1169 | 7.0% |
| G | 1115 | 6.7% |
| u | 1115 | 6.7% |
| d | 1115 | 6.7% |
| o | 1115 | 6.7% |
| e | 563 | 3.4% |
| Other values (12) | 3520 |
Marital_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1428 | |
| 0 | 784 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1428 | |
| 0 | 784 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1428 | |
| 0 | 784 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1428 | |
| 0 | 784 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1428 | |
| 0 | 784 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1428 | |
| 0 | 784 |
Income
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1970 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51958.811 |
| Minimum | 1730 |
|---|---|
| Maximum | 162397 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18983.5 |
| Q1 | 35233.5 |
| median | 51371 |
| Q3 | 68487 |
| 95-th percentile | 84007 |
| Maximum | 162397 |
| Range | 160667 |
| Interquartile range (IQR) | 33253.5 |
Descriptive statistics
| Standard deviation | 21527.279 |
|---|---|
| Coefficient of variation (CV) | 0.41431431 |
| Kurtosis | 0.71643065 |
| Mean | 51958.811 |
| Median Absolute Deviation (MAD) | 16547 |
| Skewness | 0.34802798 |
| Sum | 1.1493289 × 108 |
| Variance | 4.6342373 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 47025 | 3 | 0.1% |
| 67445 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 39922 | 3 | 0.1% |
| 80134 | 3 | 0.1% |
| 48432 | 3 | 0.1% |
| 37760 | 3 | 0.1% |
| 46098 | 3 | 0.1% |
| Other values (1960) | 2172 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 | |
| 102692 | 1 |
Kidhome
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 46 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1281 | |
| 1 | 885 | |
| 2 | 46 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1281 | |
| 1 | 885 | |
| 2 | 46 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1281 | |
| 1 | 885 | |
| 2 | 46 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1281 | |
| 1 | 885 | |
| 2 | 46 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1281 | |
| 1 | 885 | |
| 2 | 46 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1281 | |
| 1 | 885 | |
| 2 | 46 | 2.1% |
Teenhome
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1144 | |
| 1 | 1017 | |
| 2 | 51 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1144 | |
| 1 | 1017 | |
| 2 | 51 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1144 | |
| 1 | 1017 | |
| 2 | 51 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1144 | |
| 1 | 1017 | |
| 2 | 51 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1144 | |
| 1 | 1017 | |
| 2 | 51 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1144 | |
| 1 | 1017 | |
| 2 | 51 | 2.3% |
Recency
Real number (ℝ)
ZEROS
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.019439 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.943121 |
|---|---|
| Coefficient of variation (CV) | 0.59044171 |
| Kurtosis | -1.1998493 |
| Mean | 49.019439 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.00068798996 |
| Sum | 108431 |
| Variance | 837.70428 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 30 | 32 | 1.4% |
| 54 | 32 | 1.4% |
| 46 | 31 | 1.4% |
| 92 | 30 | 1.4% |
| 65 | 30 | 1.4% |
| 29 | 29 | 1.3% |
| 71 | 29 | 1.3% |
| 49 | 29 | 1.3% |
| 3 | 29 | 1.3% |
| Other values (90) | 1904 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 26 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 16 | |
| 98 | 22 | |
| 97 | 20 | |
| 96 | 23 | |
| 95 | 18 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
MntWines
Real number (ℝ)
HIGH CORRELATION
| Distinct | 775 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.28752 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 13 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 175.5 |
| Q3 | 505 |
| 95-th percentile | 1000.45 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 481 |
Descriptive statistics
| Standard deviation | 337.32294 |
|---|---|
| Coefficient of variation (CV) | 1.1049352 |
| Kurtosis | 0.58449992 |
| Mean | 305.28752 |
| Median Absolute Deviation (MAD) | 166.5 |
| Skewness | 1.1709772 |
| Sum | 675296 |
| Variance | 113786.77 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 42 | 1.9% |
| 6 | 37 | 1.7% |
| 5 | 37 | 1.7% |
| 1 | 37 | 1.7% |
| 4 | 33 | 1.5% |
| 3 | 30 | 1.4% |
| 8 | 29 | 1.3% |
| 9 | 27 | 1.2% |
| 12 | 25 | 1.1% |
| 10 | 24 | 1.1% |
| Other values (765) | 1891 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.6% |
| 1 | 37 | |
| 2 | 42 | |
| 3 | 30 | |
| 4 | 33 | |
| 5 | 37 | |
| 6 | 37 | |
| 7 | 21 | |
| 8 | 29 | |
| 9 | 27 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
MntFruits
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.329566 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 394 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 122 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 39.744052 |
|---|---|
| Coefficient of variation (CV) | 1.5094837 |
| Kurtosis | 4.0731063 |
| Mean | 26.329566 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1038643 |
| Sum | 58241 |
| Variance | 1579.5897 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 394 | 17.8% |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.2% |
| 4 | 103 | 4.7% |
| 7 | 67 | 3.0% |
| 5 | 62 | 2.8% |
| 6 | 61 | 2.8% |
| 12 | 50 | 2.3% |
| 8 | 48 | 2.2% |
| Other values (148) | 1036 |
| Value | Count | Frequency (%) |
| 0 | 394 | |
| 1 | 158 | |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.2% |
| 4 | 103 | 4.7% |
| 5 | 62 | 2.8% |
| 6 | 61 | 2.8% |
| 7 | 67 | 3.0% |
| 8 | 48 | 2.2% |
| 9 | 35 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
MntMeatProducts
Real number (ℝ)
HIGH CORRELATION
| Distinct | 553 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.02984 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 68 |
| Q3 | 232.25 |
| 95-th percentile | 687.9 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216.25 |
Descriptive statistics
| Standard deviation | 224.25449 |
|---|---|
| Coefficient of variation (CV) | 1.3426014 |
| Kurtosis | 5.068315 |
| Mean | 167.02984 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 2.027563 |
| Sum | 369470 |
| Variance | 50290.078 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 53 | 2.4% |
| 5 | 49 | 2.2% |
| 11 | 49 | 2.2% |
| 8 | 44 | 2.0% |
| 6 | 42 | 1.9% |
| 10 | 40 | 1.8% |
| 3 | 39 | 1.8% |
| 9 | 37 | 1.7% |
| 16 | 35 | 1.6% |
| 12 | 34 | 1.5% |
| Other values (543) | 1790 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.6% |
| 2 | 30 | |
| 3 | 39 | |
| 4 | 30 | |
| 5 | 49 | |
| 6 | 42 | |
| 7 | 53 | |
| 8 | 44 | |
| 9 | 37 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 | |
| 946 | 1 |
MntFishProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 182 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.648734 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 379 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 169 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.772033 |
|---|---|
| Coefficient of variation (CV) | 1.4548174 |
| Kurtosis | 3.0759672 |
| Mean | 37.648734 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.9165585 |
| Sum | 83279 |
| Variance | 2999.9756 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 379 | 17.1% |
| 2 | 152 | 6.9% |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 6 | 81 | 3.7% |
| 7 | 64 | 2.9% |
| 8 | 57 | 2.6% |
| 10 | 54 | 2.4% |
| 13 | 48 | 2.2% |
| 11 | 46 | 2.1% |
| Other values (172) | 1095 |
| Value | Count | Frequency (%) |
| 0 | 379 | |
| 1 | 10 | 0.5% |
| 2 | 152 | |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 5 | 1 | < 0.1% |
| 6 | 81 | 3.7% |
| 7 | 64 | 2.9% |
| 8 | 57 | 2.6% |
| 10 | 54 | 2.4% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
MntSweetProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 176 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.046564 |
| Minimum | 0 |
|---|---|
| Maximum | 262 |
| Zeros | 412 |
| Zeros (%) | 18.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 125.45 |
| Maximum | 262 |
| Range | 262 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.090991 |
|---|---|
| Coefficient of variation (CV) | 1.5192684 |
| Kurtosis | 4.1017763 |
| Mean | 27.046564 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1029247 |
| Sum | 59827 |
| Variance | 1688.4696 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 412 | 18.6% |
| 1 | 160 | 7.2% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 79 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 12 | 45 | 2.0% |
| Other values (166) | 1051 |
| Value | Count | Frequency (%) |
| 0 | 412 | |
| 1 | 160 | 7.2% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 79 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 | |
| 188 | 1 | < 0.1% |
MntGoldProds
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 212 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.925859 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 61 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24.5 |
| Q3 | 56 |
| 95-th percentile | 163.9 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 51.706981 |
|---|---|
| Coefficient of variation (CV) | 1.1771422 |
| Kurtosis | 3.158125 |
| Mean | 43.925859 |
| Median Absolute Deviation (MAD) | 18.5 |
| Skewness | 1.8377282 |
| Sum | 97164 |
| Variance | 2673.6119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 71 | 3.2% |
| 4 | 69 | 3.1% |
| 3 | 68 | 3.1% |
| 5 | 63 | 2.8% |
| 12 | 62 | 2.8% |
| 0 | 61 | 2.8% |
| 2 | 61 | 2.8% |
| 6 | 55 | 2.5% |
| 7 | 52 | 2.4% |
| 10 | 49 | 2.2% |
| Other values (202) | 1601 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 71 | |
| 2 | 61 | |
| 3 | 68 | |
| 4 | 69 | |
| 5 | 63 | |
| 6 | 55 | |
| 7 | 52 | |
| 8 | 40 | |
| 9 | 43 |
| Value | Count | Frequency (%) |
| 321 | 1 | < 0.1% |
| 291 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 242 | 2 | 0.1% |
| 241 | 6 |
NumDealsPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3245931 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 44 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9245072 |
|---|---|
| Coefficient of variation (CV) | 0.82788989 |
| Kurtosis | 8.9706996 |
| Mean | 2.3245931 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4151853 |
| Sum | 5142 |
| Variance | 3.7037278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 957 | |
| 2 | 493 | |
| 3 | 293 | 13.2% |
| 4 | 187 | 8.5% |
| 5 | 94 | 4.2% |
| 6 | 60 | 2.7% |
| 0 | 44 | 2.0% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 23 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 44 | 2.0% |
| 1 | 957 | |
| 2 | 493 | |
| 3 | 293 | 13.2% |
| 4 | 187 | 8.5% |
| 5 | 94 | 4.2% |
| 6 | 60 | 2.7% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 3 | 0.1% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 39 | |
| 6 | 60 | |
| 5 | 94 |
NumWebPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0881555 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 48 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7421868 |
|---|---|
| Coefficient of variation (CV) | 0.67076381 |
| Kurtosis | 4.0662932 |
| Mean | 4.0881555 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.195317 |
| Sum | 9043 |
| Variance | 7.5195883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 367 | |
| 1 | 347 | |
| 3 | 333 | |
| 4 | 276 | |
| 5 | 219 | |
| 6 | 201 | |
| 7 | 154 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.4% |
| 0 | 48 | 2.2% |
| Other values (5) | 90 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 48 | 2.2% |
| 1 | 347 | |
| 2 | 367 | |
| 3 | 333 | |
| 4 | 276 | |
| 5 | 219 | |
| 6 | 201 | |
| 7 | 154 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.4% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 44 | 2.0% |
| 10 | 43 | 1.9% |
| 9 | 75 | 3.4% |
| 8 | 102 | |
| 7 | 154 | |
| 6 | 201 | |
| 5 | 219 |
NumCatalogPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6722423 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 575 |
| Zeros (%) | 26.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9275416 |
|---|---|
| Coefficient of variation (CV) | 1.0955375 |
| Kurtosis | 8.0706677 |
| Mean | 2.6722423 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8815233 |
| Sum | 5911 |
| Variance | 8.5705001 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 575 | |
| 1 | 490 | |
| 2 | 274 | |
| 3 | 182 | 8.2% |
| 4 | 181 | 8.2% |
| 5 | 137 | 6.2% |
| 6 | 127 | 5.7% |
| 7 | 79 | 3.6% |
| 8 | 55 | 2.5% |
| 10 | 47 | 2.1% |
| Other values (4) | 65 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 575 | |
| 1 | 490 | |
| 2 | 274 | |
| 3 | 182 | 8.2% |
| 4 | 181 | 8.2% |
| 5 | 137 | 6.2% |
| 6 | 127 | 5.7% |
| 7 | 79 | 3.6% |
| 8 | 55 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 19 | 0.9% |
| 10 | 47 | 2.1% |
| 9 | 42 | 1.9% |
| 8 | 55 | 2.5% |
| 7 | 79 | |
| 6 | 127 | |
| 5 | 137 | |
| 4 | 181 |
NumStorePurchases
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8065099 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 14 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2509391 |
|---|---|
| Coefficient of variation (CV) | 0.55987834 |
| Kurtosis | -0.62937232 |
| Mean | 5.8065099 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.69971471 |
| Sum | 12844 |
| Variance | 10.568605 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 483 | |
| 4 | 318 | |
| 2 | 218 | |
| 5 | 211 | |
| 6 | 177 | 8.0% |
| 8 | 147 | 6.6% |
| 7 | 141 | 6.4% |
| 10 | 124 | 5.6% |
| 9 | 106 | 4.8% |
| 12 | 104 | 4.7% |
| Other values (4) | 183 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.6% |
| 1 | 6 | 0.3% |
| 2 | 218 | |
| 3 | 483 | |
| 4 | 318 | |
| 5 | 211 | |
| 6 | 177 | 8.0% |
| 7 | 141 | 6.4% |
| 8 | 147 | 6.6% |
| 9 | 106 | 4.8% |
| Value | Count | Frequency (%) |
| 13 | 83 | 3.8% |
| 12 | 104 | 4.7% |
| 11 | 80 | 3.6% |
| 10 | 124 | 5.6% |
| 9 | 106 | 4.8% |
| 8 | 147 | |
| 7 | 141 | |
| 6 | 177 | |
| 5 | 211 | |
| 4 | 318 |
NumWebVisitsMonth
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3214286 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 10 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.425597 |
|---|---|
| Coefficient of variation (CV) | 0.45581688 |
| Kurtosis | 1.8540001 |
| Mean | 5.3214286 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21804021 |
| Sum | 11771 |
| Variance | 5.8835207 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 387 | |
| 8 | 340 | |
| 6 | 334 | |
| 5 | 278 | |
| 4 | 216 | |
| 3 | 203 | |
| 2 | 201 | |
| 1 | 149 | 6.7% |
| 9 | 82 | 3.7% |
| 0 | 10 | 0.5% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.5% |
| 1 | 149 | 6.7% |
| 2 | 201 | |
| 3 | 203 | |
| 4 | 216 | |
| 5 | 278 | |
| 6 | 334 | |
| 7 | 387 | |
| 8 | 340 | |
| 9 | 82 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 82 | 3.7% |
| 8 | 340 | |
| 7 | 387 | |
| 6 | 334 |
AcceptedCmp3
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2049 | |
| 1 | 163 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2049 | |
| 1 | 163 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2049 | |
| 1 | 163 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2049 | |
| 1 | 163 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2049 | |
| 1 | 163 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2049 | |
| 1 | 163 | 7.4% |
AcceptedCmp4
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 164 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2048 | |
| 1 | 164 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2048 | |
| 1 | 164 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2048 | |
| 1 | 164 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2048 | |
| 1 | 164 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2048 | |
| 1 | 164 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2048 | |
| 1 | 164 | 7.4% |
AcceptedCmp5
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 161 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 161 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 161 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 161 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 161 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 161 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2051 | |
| 1 | 161 | 7.3% |
AcceptedCmp1
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 142 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2070 | |
| 1 | 142 | 6.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2070 | |
| 1 | 142 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2070 | |
| 1 | 142 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2070 | |
| 1 | 142 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2070 | |
| 1 | 142 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2070 | |
| 1 | 142 | 6.4% |
AcceptedCmp2
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2182 | |
| 1 | 30 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2182 | |
| 1 | 30 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2182 | |
| 1 | 30 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2182 | |
| 1 | 30 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2182 | |
| 1 | 30 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2182 | |
| 1 | 30 | 1.4% |
Complain
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 20 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 20 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 20 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 20 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 20 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 20 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 20 | 0.9% |
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| 1 | 333 | 15.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| 1 | 333 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| 1 | 333 | 15.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| 1 | 333 | 15.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| 1 | 333 | 15.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| 1 | 333 | 15.1% |
DaysSinceEnrolled
Real number (ℝ)
HIGH CORRELATION
| Distinct | 662 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 353.71429 |
| Minimum | 0 |
|---|---|
| Maximum | 699 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 180 |
| median | 356 |
| Q3 | 529 |
| 95-th percentile | 667 |
| Maximum | 699 |
| Range | 699 |
| Interquartile range (IQR) | 349 |
Descriptive statistics
| Standard deviation | 202.49489 |
|---|---|
| Coefficient of variation (CV) | 0.5724815 |
| Kurtosis | -1.2011499 |
| Mean | 353.71429 |
| Median Absolute Deviation (MAD) | 174.5 |
| Skewness | -0.018120606 |
| Sum | 782416 |
| Variance | 41004.179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 667 | 12 | 0.5% |
| 500 | 11 | 0.5% |
| 655 | 11 | 0.5% |
| 48 | 11 | 0.5% |
| 313 | 10 | 0.5% |
| 38 | 10 | 0.5% |
| 543 | 9 | 0.4% |
| 120 | 9 | 0.4% |
| 98 | 9 | 0.4% |
| 85 | 9 | 0.4% |
| Other values (652) | 2111 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 4 | |
| 4 | 5 | |
| 5 | 2 | 0.1% |
| 6 | 2 | 0.1% |
| 7 | 5 | |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 699 | 1 | < 0.1% |
| 698 | 1 | < 0.1% |
| 697 | 4 | |
| 696 | 3 | |
| 695 | 5 | |
| 694 | 4 | |
| 693 | 1 | < 0.1% |
| 692 | 3 | |
| 691 | 4 | |
| 690 | 7 |
YearsSinceEnrolled
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1141 | |
| 1 | 1071 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1141 | |
| 1 | 1071 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1141 | |
| 1 | 1071 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1141 | |
| 1 | 1071 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1141 | |
| 1 | 1071 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1141 | |
| 1 | 1071 |
Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 56 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.086347 |
| Minimum | 18 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 37 |
| median | 44 |
| Q3 | 55 |
| 95-th percentile | 64 |
| Maximum | 74 |
| Range | 56 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.701599 |
|---|---|
| Coefficient of variation (CV) | 0.25953752 |
| Kurtosis | -0.79585816 |
| Mean | 45.086347 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.093406858 |
| Sum | 99731 |
| Variance | 136.92741 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38 | 89 | 4.0% |
| 43 | 86 | 3.9% |
| 39 | 83 | 3.8% |
| 42 | 78 | 3.5% |
| 36 | 76 | 3.4% |
| 44 | 75 | 3.4% |
| 49 | 74 | 3.3% |
| 41 | 72 | 3.3% |
| 45 | 70 | 3.2% |
| 40 | 69 | 3.1% |
| Other values (46) | 1440 |
| Value | Count | Frequency (%) |
| 18 | 2 | 0.1% |
| 19 | 5 | 0.2% |
| 20 | 3 | 0.1% |
| 21 | 5 | 0.2% |
| 22 | 13 | |
| 23 | 15 | |
| 24 | 18 | |
| 25 | 29 | |
| 26 | 29 | |
| 27 | 27 |
| Value | Count | Frequency (%) |
| 74 | 1 | < 0.1% |
| 73 | 1 | < 0.1% |
| 71 | 6 | 0.3% |
| 70 | 7 | 0.3% |
| 69 | 8 | 0.4% |
| 68 | 16 | |
| 67 | 16 | |
| 66 | 21 | |
| 65 | 30 | |
| 64 | 29 |
AgeGroup
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| 31-45 | |
|---|---|
| 46-60 | |
| 61+ | |
| 18-30 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.761302 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10532 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 46-60 |
|---|---|
| 2nd row | 46-60 |
| 3rd row | 46-60 |
| 4th row | 18-30 |
| 5th row | 31-45 |
Common Values
| Value | Count | Frequency (%) |
| 31-45 | 964 | |
| 46-60 | 727 | |
| 61+ | 264 | 11.9% |
| 18-30 | 257 | 11.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 31-45 | 964 | |
| 46-60 | 727 | |
| 61 | 264 | 11.9% |
| 18-30 | 257 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 1948 | |
| 6 | 1718 | |
| 4 | 1691 | |
| 1 | 1485 | |
| 3 | 1221 | |
| 0 | 984 | |
| 5 | 964 | |
| + | 264 | 2.5% |
| 8 | 257 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10532 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 1948 | |
| 6 | 1718 | |
| 4 | 1691 | |
| 1 | 1485 | |
| 3 | 1221 | |
| 0 | 984 | |
| 5 | 964 | |
| + | 264 | 2.5% |
| 8 | 257 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10532 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 1948 | |
| 6 | 1718 | |
| 4 | 1691 | |
| 1 | 1485 | |
| 3 | 1221 | |
| 0 | 984 | |
| 5 | 964 | |
| + | 264 | 2.5% |
| 8 | 257 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10532 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 1948 | |
| 6 | 1718 | |
| 4 | 1691 | |
| 1 | 1485 | |
| 3 | 1221 | |
| 0 | 984 | |
| 5 | 964 | |
| + | 264 | 2.5% |
| 8 | 257 | 2.4% |
MntTotal
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1047 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 607.26808 |
| Minimum | 5 |
|---|---|
| Maximum | 2525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 69 |
| median | 397 |
| Q3 | 1048 |
| 95-th percentile | 1774.7 |
| Maximum | 2525 |
| Range | 2520 |
| Interquartile range (IQR) | 979 |
Descriptive statistics
| Standard deviation | 602.51336 |
|---|---|
| Coefficient of variation (CV) | 0.99217031 |
| Kurtosis | -0.34526879 |
| Mean | 607.26808 |
| Median Absolute Deviation (MAD) | 354 |
| Skewness | 0.85738245 |
| Sum | 1343277 |
| Variance | 363022.35 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 18 | 0.8% |
| 22 | 17 | 0.8% |
| 57 | 16 | 0.7% |
| 44 | 15 | 0.7% |
| 55 | 15 | 0.7% |
| 20 | 14 | 0.6% |
| 37 | 14 | 0.6% |
| 48 | 14 | 0.6% |
| 38 | 14 | 0.6% |
| 43 | 14 | 0.6% |
| Other values (1037) | 2061 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 6 | 2 | 0.1% |
| 8 | 4 | 0.2% |
| 9 | 2 | 0.1% |
| 10 | 5 | |
| 11 | 5 | |
| 12 | 2 | 0.1% |
| 13 | 6 | |
| 14 | 3 | 0.1% |
| 15 | 10 |
| Value | Count | Frequency (%) |
| 2525 | 2 | |
| 2524 | 1 | |
| 2486 | 1 | |
| 2440 | 1 | |
| 2352 | 1 | |
| 2349 | 1 | |
| 2346 | 1 | |
| 2302 | 2 | |
| 2283 | 1 | |
| 2279 | 1 |
MntRegularProds
Real number (ℝ)
HIGH CORRELATION
| Distinct | 898 |
|---|---|
| Distinct (%) | 40.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 563.34222 |
| Minimum | 4 |
|---|---|
| Maximum | 2491 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 55.75 |
| median | 343 |
| Q3 | 964 |
| 95-th percentile | 1700.35 |
| Maximum | 2491 |
| Range | 2487 |
| Interquartile range (IQR) | 908.25 |
Descriptive statistics
| Standard deviation | 576.9343 |
|---|---|
| Coefficient of variation (CV) | 1.0241276 |
| Kurtosis | -0.22932859 |
| Mean | 563.34222 |
| Median Absolute Deviation (MAD) | 310 |
| Skewness | 0.91383134 |
| Sum | 1246113 |
| Variance | 332853.18 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 30 | 1.4% |
| 41 | 25 | 1.1% |
| 19 | 24 | 1.1% |
| 16 | 24 | 1.1% |
| 40 | 24 | 1.1% |
| 44 | 20 | 0.9% |
| 20 | 19 | 0.9% |
| 32 | 17 | 0.8% |
| 37 | 16 | 0.7% |
| 17 | 16 | 0.7% |
| Other values (888) | 1997 |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 5 | 2 | 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | 0.1% |
| 8 | 7 | |
| 9 | 6 | |
| 10 | 5 | |
| 11 | 7 | |
| 12 | 8 | |
| 13 | 6 |
| Value | Count | Frequency (%) |
| 2491 | 1 | |
| 2429 | 2 | |
| 2304 | 2 | |
| 2262 | 1 | |
| 2244 | 1 | |
| 2188 | 1 | |
| 2169 | 1 | |
| 2158 | 1 | |
| 2157 | 1 | |
| 2153 | 1 |
Children
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 50 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1114 | |
| 0 | 632 | |
| 2 | 416 | 18.8% |
| 3 | 50 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1114 | |
| 0 | 632 | |
| 2 | 416 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1114 | |
| 0 | 632 | |
| 2 | 416 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1114 | |
| 0 | 632 | |
| 2 | 416 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1114 | |
| 0 | 632 | |
| 2 | 416 | 18.8% |
| 3 | 50 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1114 | |
| 0 | 632 | |
| 2 | 416 | 18.8% |
| 3 | 50 | 2.3% |
HasChildren
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1580 | |
| 0 | 632 | 28.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1580 | |
| 0 | 632 | 28.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1580 | |
| 0 | 632 | 28.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1580 | |
| 0 | 632 | 28.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1580 | |
| 0 | 632 | 28.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1580 | |
| 0 | 632 | 28.6% |
AcceptedCmpTotal
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 81 |
| 3 | 44 |
| 4 | 11 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 322 | 14.6% |
| 2 | 81 | 3.7% |
| 3 | 44 | 2.0% |
| 4 | 11 | 0.5% |
HasAcceptedCmp
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2212 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 458 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 458 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 458 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 458 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 458 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1754 | |
| 1 | 458 | 20.7% |
NumTotalPurchase
Real number (ℝ)
HIGH CORRELATION
| Distinct | 33 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.566908 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 6 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18.25 |
| 95-th percentile | 24 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 12.25 |
Descriptive statistics
| Standard deviation | 7.2054272 |
|---|---|
| Coefficient of variation (CV) | 0.57336517 |
| Kurtosis | -1.1220579 |
| Mean | 12.566908 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.29235667 |
| Sum | 27798 |
| Variance | 51.918181 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 4 | 200 | 9.0% |
| 6 | 188 | 8.5% |
| 5 | 178 | 8.0% |
| 7 | 126 | 5.7% |
| 3 | 124 | 5.6% |
| 18 | 102 | 4.6% |
| 16 | 98 | 4.4% |
| 14 | 97 | 4.4% |
| 17 | 88 | 4.0% |
| 21 | 85 | 3.8% |
| Other values (23) | 926 |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.3% |
| 1 | 5 | 0.2% |
| 2 | 2 | 0.1% |
| 3 | 124 | |
| 4 | 200 | |
| 5 | 178 | |
| 6 | 188 | |
| 7 | 126 | |
| 8 | 50 | 2.3% |
| 9 | 44 | 2.0% |
| Value | Count | Frequency (%) |
| 32 | 3 | 0.1% |
| 31 | 2 | 0.1% |
| 30 | 2 | 0.1% |
| 29 | 6 | 0.3% |
| 28 | 10 | 0.5% |
| 27 | 22 | 1.0% |
| 26 | 24 | 1.1% |
| 25 | 39 | |
| 24 | 52 | |
| 23 | 63 |
| AcceptedCmp1 | AcceptedCmp2 | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmpTotal | Age | AgeGroup | Children | Complain | DaysSinceEnrolled | Education | HasAcceptedCmp | HasChildren | ID | Income | Kidhome | Marital_Status | MntFishProducts | MntFruits | MntGoldProds | MntMeatProducts | MntRegularProds | MntSweetProducts | MntTotal | MntWines | NumCatalogPurchases | NumDealsPurchases | NumStorePurchases | NumTotalPurchase | NumWebPurchases | NumWebVisitsMonth | Recency | Response | Teenhome | YearsSinceEnrolled | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AcceptedCmp1 | 1.000 | 0.167 | 0.090 | 0.238 | 0.405 | 0.692 | 0.059 | 0.050 | 0.278 | 0.000 | 0.000 | 0.032 | 0.510 | 0.277 | 0.045 | 0.401 | 0.185 | 0.000 | 0.270 | 0.260 | 0.200 | 0.311 | 0.407 | 0.256 | 0.418 | 0.356 | 0.315 | 0.167 | 0.195 | 0.270 | 0.166 | 0.204 | 0.000 | 0.294 | 0.147 | 0.000 |
| AcceptedCmp2 | 0.167 | 1.000 | 0.061 | 0.287 | 0.214 | 0.669 | 0.035 | 0.019 | 0.074 | 0.000 | 0.000 | 0.017 | 0.224 | 0.074 | 0.036 | 0.145 | 0.079 | 0.000 | 0.048 | 0.000 | 0.085 | 0.033 | 0.160 | 0.047 | 0.152 | 0.301 | 0.112 | 0.000 | 0.081 | 0.103 | 0.000 | 0.000 | 0.034 | 0.162 | 0.000 | 0.000 |
| AcceptedCmp3 | 0.090 | 0.061 | 1.000 | 0.074 | 0.075 | 0.567 | 0.057 | 0.062 | 0.000 | 0.000 | 0.008 | 0.000 | 0.550 | 0.000 | 0.000 | 0.065 | 0.030 | 0.000 | 0.076 | 0.003 | 0.126 | 0.027 | 0.064 | 0.000 | 0.056 | 0.094 | 0.088 | 0.000 | 0.181 | 0.066 | 0.021 | 0.077 | 0.044 | 0.251 | 0.038 | 0.000 |
| AcceptedCmp4 | 0.238 | 0.287 | 0.074 | 1.000 | 0.309 | 0.617 | 0.063 | 0.060 | 0.083 | 0.000 | 0.008 | 0.053 | 0.551 | 0.072 | 0.000 | 0.267 | 0.162 | 0.000 | 0.012 | 0.070 | 0.068 | 0.096 | 0.264 | 0.025 | 0.248 | 0.397 | 0.190 | 0.059 | 0.213 | 0.222 | 0.159 | 0.000 | 0.000 | 0.176 | 0.024 | 0.000 |
| AcceptedCmp5 | 0.405 | 0.214 | 0.075 | 0.309 | 1.000 | 0.738 | 0.097 | 0.063 | 0.345 | 0.000 | 0.000 | 0.032 | 0.546 | 0.344 | 0.000 | 0.562 | 0.209 | 0.000 | 0.263 | 0.280 | 0.178 | 0.376 | 0.520 | 0.266 | 0.524 | 0.518 | 0.358 | 0.244 | 0.229 | 0.288 | 0.170 | 0.306 | 0.000 | 0.322 | 0.204 | 0.000 |
| AcceptedCmpTotal | 0.692 | 0.669 | 0.567 | 0.617 | 0.738 | 1.000 | 0.056 | 0.048 | 0.159 | 0.000 | 0.015 | 0.000 | 0.999 | 0.278 | 0.000 | 0.247 | 0.151 | 0.000 | 0.119 | 0.131 | 0.110 | 0.159 | 0.261 | 0.117 | 0.266 | 0.303 | 0.190 | 0.077 | 0.137 | 0.162 | 0.110 | 0.093 | 0.000 | 0.426 | 0.094 | 0.000 |
| Age | 0.059 | 0.035 | 0.057 | 0.063 | 0.097 | 0.056 | 1.000 | 0.903 | 0.214 | 0.028 | -0.014 | 0.113 | 0.074 | 0.316 | -0.005 | 0.218 | 0.233 | 0.090 | 0.029 | 0.026 | 0.076 | 0.114 | 0.167 | -0.002 | 0.160 | 0.236 | 0.179 | 0.088 | 0.170 | 0.181 | 0.168 | -0.132 | 0.017 | 0.065 | 0.336 | 0.043 |
| AgeGroup | 0.050 | 0.019 | 0.062 | 0.060 | 0.063 | 0.048 | 0.903 | 1.000 | 0.164 | 0.000 | 0.000 | 0.107 | 0.024 | 0.212 | 0.000 | 0.167 | 0.206 | 0.069 | 0.060 | 0.031 | 0.027 | 0.085 | 0.116 | 0.041 | 0.109 | 0.110 | 0.082 | 0.079 | 0.109 | 0.109 | 0.092 | 0.086 | 0.064 | 0.027 | 0.310 | 0.000 |
| Children | 0.278 | 0.074 | 0.000 | 0.083 | 0.345 | 0.159 | 0.214 | 0.164 | 1.000 | 0.000 | 0.032 | 0.034 | 0.239 | 1.000 | 0.000 | 0.326 | 0.621 | 0.048 | 0.286 | 0.267 | 0.161 | 0.348 | 0.323 | 0.248 | 0.324 | 0.217 | 0.292 | 0.368 | 0.201 | 0.234 | 0.149 | 0.324 | 0.031 | 0.203 | 0.564 | 0.000 |
| Complain | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 1.000 | 0.054 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| DaysSinceEnrolled | 0.000 | 0.000 | 0.008 | 0.008 | 0.000 | 0.015 | -0.014 | 0.000 | 0.032 | 0.054 | 1.000 | 0.046 | 0.022 | 0.000 | -0.002 | -0.023 | 0.040 | 0.000 | 0.132 | 0.128 | 0.225 | 0.155 | 0.173 | 0.115 | 0.183 | 0.155 | 0.126 | 0.216 | 0.114 | 0.158 | 0.200 | 0.305 | 0.026 | 0.201 | 0.000 | 0.961 |
| Education | 0.032 | 0.017 | 0.000 | 0.053 | 0.032 | 0.000 | 0.113 | 0.107 | 0.034 | 0.030 | 0.046 | 1.000 | 0.030 | 0.000 | 0.000 | 0.182 | 0.050 | 0.000 | 0.065 | 0.073 | 0.066 | 0.055 | 0.086 | 0.069 | 0.092 | 0.114 | 0.065 | 0.000 | 0.107 | 0.101 | 0.082 | 0.054 | 0.000 | 0.093 | 0.106 | 0.058 |
| HasAcceptedCmp | 0.510 | 0.224 | 0.550 | 0.551 | 0.546 | 0.999 | 0.074 | 0.024 | 0.239 | 0.000 | 0.022 | 0.030 | 1.000 | 0.235 | 0.021 | 0.377 | 0.204 | 0.000 | 0.179 | 0.180 | 0.207 | 0.274 | 0.417 | 0.175 | 0.420 | 0.473 | 0.333 | 0.136 | 0.245 | 0.299 | 0.216 | 0.138 | 0.000 | 0.366 | 0.104 | 0.000 |
| HasChildren | 0.277 | 0.074 | 0.000 | 0.072 | 0.344 | 0.278 | 0.316 | 0.212 | 1.000 | 0.000 | 0.000 | 0.000 | 0.235 | 1.000 | 0.000 | 0.537 | 0.538 | 0.053 | 0.480 | 0.453 | 0.253 | 0.595 | 0.533 | 0.419 | 0.532 | 0.348 | 0.482 | 0.564 | 0.316 | 0.353 | 0.211 | 0.557 | 0.021 | 0.201 | 0.610 | 0.000 |
| ID | 0.045 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 | 0.000 | -0.002 | 0.000 | 0.021 | 0.000 | 1.000 | 0.004 | 0.000 | 0.000 | -0.029 | -0.018 | -0.039 | -0.011 | -0.023 | -0.030 | -0.022 | -0.022 | -0.009 | -0.027 | -0.020 | -0.014 | -0.023 | -0.012 | -0.044 | 0.034 | 0.000 | 0.000 |
| Income | 0.401 | 0.145 | 0.065 | 0.267 | 0.562 | 0.247 | 0.218 | 0.167 | 0.326 | 0.000 | -0.023 | 0.182 | 0.377 | 0.537 | 0.004 | 1.000 | 0.403 | 0.036 | 0.578 | 0.583 | 0.506 | 0.819 | 0.862 | 0.569 | 0.853 | 0.832 | 0.793 | -0.196 | 0.735 | 0.780 | 0.574 | -0.644 | 0.010 | 0.258 | 0.329 | 0.000 |
| Kidhome | 0.185 | 0.079 | 0.030 | 0.162 | 0.209 | 0.151 | 0.233 | 0.206 | 0.621 | 0.022 | 0.040 | 0.050 | 0.204 | 0.538 | 0.000 | 0.403 | 1.000 | 0.000 | 0.324 | 0.313 | 0.269 | 0.322 | 0.437 | 0.294 | 0.438 | 0.407 | 0.387 | 0.212 | 0.403 | 0.437 | 0.294 | 0.344 | 0.067 | 0.073 | 0.051 | 0.041 |
| Marital_Status | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.090 | 0.069 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.053 | 0.000 | 0.036 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.033 | 0.000 | 0.035 | 0.024 | 0.015 | 0.000 | 0.000 | 0.000 | 0.030 | 0.052 | 0.148 | 0.012 | 0.000 |
| MntFishProducts | 0.270 | 0.048 | 0.076 | 0.012 | 0.263 | 0.119 | 0.029 | 0.060 | 0.286 | 0.000 | 0.132 | 0.065 | 0.179 | 0.480 | -0.029 | 0.578 | 0.324 | 0.000 | 1.000 | 0.704 | 0.564 | 0.726 | 0.689 | 0.700 | 0.695 | 0.522 | 0.656 | -0.124 | 0.581 | 0.632 | 0.466 | -0.460 | 0.014 | 0.128 | 0.140 | 0.106 |
| MntFruits | 0.260 | 0.000 | 0.003 | 0.070 | 0.280 | 0.131 | 0.026 | 0.031 | 0.267 | 0.000 | 0.128 | 0.073 | 0.180 | 0.453 | -0.018 | 0.583 | 0.313 | 0.000 | 0.704 | 1.000 | 0.569 | 0.713 | 0.674 | 0.691 | 0.683 | 0.516 | 0.632 | -0.112 | 0.583 | 0.627 | 0.473 | -0.444 | 0.025 | 0.153 | 0.120 | 0.094 |
| MntGoldProds | 0.200 | 0.085 | 0.126 | 0.068 | 0.178 | 0.110 | 0.076 | 0.027 | 0.161 | 0.000 | 0.225 | 0.066 | 0.207 | 0.253 | -0.039 | 0.506 | 0.269 | 0.000 | 0.564 | 0.569 | 1.000 | 0.639 | 0.646 | 0.540 | 0.691 | 0.575 | 0.648 | 0.091 | 0.541 | 0.644 | 0.577 | -0.258 | 0.017 | 0.158 | 0.062 | 0.178 |
| MntMeatProducts | 0.311 | 0.033 | 0.027 | 0.096 | 0.376 | 0.159 | 0.114 | 0.085 | 0.348 | 0.000 | 0.155 | 0.055 | 0.274 | 0.595 | -0.011 | 0.819 | 0.322 | 0.066 | 0.726 | 0.713 | 0.639 | 1.000 | 0.943 | 0.697 | 0.940 | 0.824 | 0.854 | -0.034 | 0.780 | 0.865 | 0.683 | -0.495 | 0.027 | 0.242 | 0.226 | 0.084 |
| MntRegularProds | 0.407 | 0.160 | 0.064 | 0.264 | 0.520 | 0.261 | 0.167 | 0.116 | 0.323 | 0.000 | 0.173 | 0.086 | 0.417 | 0.533 | -0.023 | 0.862 | 0.437 | 0.000 | 0.689 | 0.674 | 0.646 | 0.943 | 1.000 | 0.662 | 0.996 | 0.937 | 0.887 | -0.015 | 0.815 | 0.909 | 0.728 | -0.479 | 0.020 | 0.290 | 0.231 | 0.146 |
| MntSweetProducts | 0.256 | 0.047 | 0.000 | 0.025 | 0.266 | 0.117 | -0.002 | 0.041 | 0.248 | 0.000 | 0.115 | 0.069 | 0.175 | 0.419 | -0.030 | 0.569 | 0.294 | 0.033 | 0.700 | 0.691 | 0.540 | 0.697 | 0.662 | 1.000 | 0.669 | 0.505 | 0.628 | -0.108 | 0.581 | 0.625 | 0.462 | -0.449 | 0.024 | 0.111 | 0.101 | 0.063 |
| MntTotal | 0.418 | 0.152 | 0.056 | 0.248 | 0.524 | 0.266 | 0.160 | 0.109 | 0.324 | 0.000 | 0.183 | 0.092 | 0.420 | 0.532 | -0.022 | 0.853 | 0.438 | 0.000 | 0.695 | 0.683 | 0.691 | 0.940 | 0.996 | 0.669 | 1.000 | 0.928 | 0.894 | -0.016 | 0.806 | 0.910 | 0.729 | -0.476 | 0.019 | 0.294 | 0.225 | 0.153 |
| MntWines | 0.356 | 0.301 | 0.094 | 0.397 | 0.518 | 0.303 | 0.236 | 0.110 | 0.217 | 0.000 | 0.155 | 0.114 | 0.473 | 0.348 | -0.022 | 0.832 | 0.407 | 0.035 | 0.522 | 0.516 | 0.575 | 0.824 | 0.937 | 0.505 | 0.928 | 1.000 | 0.823 | 0.054 | 0.806 | 0.869 | 0.742 | -0.391 | 0.017 | 0.267 | 0.112 | 0.153 |
| NumCatalogPurchases | 0.315 | 0.112 | 0.088 | 0.190 | 0.358 | 0.190 | 0.179 | 0.082 | 0.292 | 0.000 | 0.126 | 0.065 | 0.333 | 0.482 | -0.009 | 0.793 | 0.387 | 0.024 | 0.656 | 0.632 | 0.648 | 0.854 | 0.887 | 0.628 | 0.894 | 0.823 | 1.000 | -0.044 | 0.707 | 0.872 | 0.621 | -0.539 | 0.029 | 0.219 | 0.119 | 0.095 |
| NumDealsPurchases | 0.167 | 0.000 | 0.000 | 0.059 | 0.244 | 0.077 | 0.088 | 0.079 | 0.368 | 0.000 | 0.216 | 0.000 | 0.136 | 0.564 | -0.027 | -0.196 | 0.212 | 0.015 | -0.124 | -0.112 | 0.091 | -0.034 | -0.015 | -0.108 | -0.016 | 0.054 | -0.044 | 1.000 | 0.096 | 0.107 | 0.284 | 0.395 | 0.009 | 0.098 | 0.347 | 0.216 |
| NumStorePurchases | 0.195 | 0.081 | 0.181 | 0.213 | 0.229 | 0.137 | 0.170 | 0.109 | 0.201 | 0.000 | 0.114 | 0.107 | 0.245 | 0.316 | -0.020 | 0.735 | 0.403 | 0.000 | 0.581 | 0.583 | 0.541 | 0.780 | 0.815 | 0.581 | 0.806 | 0.806 | 0.707 | 0.096 | 1.000 | 0.887 | 0.673 | -0.460 | 0.004 | 0.150 | 0.085 | 0.095 |
| NumTotalPurchase | 0.270 | 0.103 | 0.066 | 0.222 | 0.288 | 0.162 | 0.181 | 0.109 | 0.234 | 0.021 | 0.158 | 0.101 | 0.299 | 0.353 | -0.014 | 0.780 | 0.437 | 0.000 | 0.632 | 0.627 | 0.644 | 0.865 | 0.909 | 0.625 | 0.910 | 0.869 | 0.872 | 0.107 | 0.887 | 1.000 | 0.833 | -0.421 | 0.012 | 0.163 | 0.076 | 0.153 |
| NumWebPurchases | 0.166 | 0.000 | 0.021 | 0.159 | 0.170 | 0.110 | 0.168 | 0.092 | 0.149 | 0.000 | 0.200 | 0.082 | 0.216 | 0.211 | -0.023 | 0.574 | 0.294 | 0.000 | 0.466 | 0.473 | 0.577 | 0.683 | 0.728 | 0.462 | 0.729 | 0.742 | 0.621 | 0.284 | 0.673 | 0.833 | 1.000 | -0.097 | -0.002 | 0.164 | 0.160 | 0.186 |
| NumWebVisitsMonth | 0.204 | 0.000 | 0.077 | 0.000 | 0.306 | 0.093 | -0.132 | 0.086 | 0.324 | 0.000 | 0.305 | 0.054 | 0.138 | 0.557 | -0.012 | -0.644 | 0.344 | 0.030 | -0.460 | -0.444 | -0.258 | -0.495 | -0.479 | -0.449 | -0.476 | -0.391 | -0.539 | 0.395 | -0.460 | -0.421 | -0.097 | 1.000 | -0.019 | 0.121 | 0.217 | 0.246 |
| Recency | 0.000 | 0.034 | 0.044 | 0.000 | 0.000 | 0.000 | 0.017 | 0.064 | 0.031 | 0.000 | 0.026 | 0.000 | 0.000 | 0.021 | -0.044 | 0.010 | 0.067 | 0.052 | 0.014 | 0.025 | 0.017 | 0.027 | 0.020 | 0.024 | 0.019 | 0.017 | 0.029 | 0.009 | 0.004 | 0.012 | -0.002 | -0.019 | 1.000 | 0.209 | 0.050 | 0.027 |
| Response | 0.294 | 0.162 | 0.251 | 0.176 | 0.322 | 0.426 | 0.065 | 0.027 | 0.203 | 0.000 | 0.201 | 0.093 | 0.366 | 0.201 | 0.034 | 0.258 | 0.073 | 0.148 | 0.128 | 0.153 | 0.158 | 0.242 | 0.290 | 0.111 | 0.294 | 0.267 | 0.219 | 0.098 | 0.150 | 0.163 | 0.164 | 0.121 | 0.209 | 1.000 | 0.159 | 0.171 |
| Teenhome | 0.147 | 0.000 | 0.038 | 0.024 | 0.204 | 0.094 | 0.336 | 0.310 | 0.564 | 0.000 | 0.000 | 0.106 | 0.104 | 0.610 | 0.000 | 0.329 | 0.051 | 0.012 | 0.140 | 0.120 | 0.062 | 0.226 | 0.231 | 0.101 | 0.225 | 0.112 | 0.119 | 0.347 | 0.085 | 0.076 | 0.160 | 0.217 | 0.050 | 0.159 | 1.000 | 0.018 |
| YearsSinceEnrolled | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.961 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.106 | 0.094 | 0.178 | 0.084 | 0.146 | 0.063 | 0.153 | 0.153 | 0.095 | 0.216 | 0.095 | 0.153 | 0.186 | 0.246 | 0.027 | 0.171 | 0.018 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | Education | Marital_Status | Income | Kidhome | Teenhome | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Response | DaysSinceEnrolled | YearsSinceEnrolled | Age | AgeGroup | MntTotal | MntRegularProds | Children | HasChildren | AcceptedCmpTotal | HasAcceptedCmp | NumTotalPurchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5524 | Graduation | 0 | 58138.0 | 0 | 0 | 58 | 635 | 88 | 546 | 172 | 88 | 88 | 3 | 8 | 10 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 663 | 1 | 57 | 46-60 | 1617 | 1529 | 0 | 0 | 0 | 0 | 22 |
| 1 | 2174 | Graduation | 0 | 46344.0 | 1 | 1 | 38 | 11 | 1 | 6 | 2 | 1 | 6 | 2 | 1 | 1 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 113 | 0 | 60 | 46-60 | 27 | 21 | 2 | 1 | 0 | 0 | 4 |
| 2 | 4141 | Graduation | 1 | 71613.0 | 0 | 0 | 26 | 426 | 49 | 127 | 111 | 21 | 42 | 1 | 8 | 2 | 10 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 312 | 0 | 49 | 46-60 | 776 | 734 | 0 | 0 | 0 | 0 | 20 |
| 3 | 6182 | Graduation | 1 | 26646.0 | 1 | 0 | 26 | 11 | 4 | 20 | 10 | 3 | 5 | 2 | 2 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 139 | 0 | 30 | 18-30 | 53 | 48 | 1 | 1 | 0 | 0 | 6 |
| 4 | 5324 | PhD | 1 | 58293.0 | 1 | 0 | 94 | 173 | 43 | 118 | 46 | 27 | 15 | 5 | 5 | 3 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 161 | 0 | 33 | 31-45 | 422 | 407 | 1 | 1 | 0 | 0 | 14 |
| 5 | 7446 | Master | 1 | 62513.0 | 0 | 1 | 16 | 520 | 42 | 98 | 0 | 42 | 14 | 2 | 6 | 4 | 10 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 293 | 0 | 47 | 46-60 | 716 | 702 | 1 | 1 | 0 | 0 | 20 |
| 6 | 965 | Graduation | 0 | 55635.0 | 0 | 1 | 34 | 235 | 65 | 164 | 50 | 49 | 27 | 4 | 7 | 3 | 7 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 593 | 1 | 43 | 31-45 | 590 | 563 | 1 | 1 | 0 | 0 | 17 |
| 7 | 6177 | PhD | 1 | 33454.0 | 1 | 0 | 32 | 76 | 10 | 56 | 3 | 1 | 23 | 2 | 4 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 417 | 1 | 29 | 18-30 | 169 | 146 | 1 | 1 | 0 | 0 | 8 |
| 8 | 4855 | PhD | 1 | 30351.0 | 1 | 0 | 19 | 14 | 0 | 24 | 3 | 3 | 2 | 1 | 3 | 0 | 2 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 388 | 1 | 40 | 31-45 | 46 | 44 | 1 | 1 | 0 | 0 | 5 |
| 9 | 5899 | PhD | 1 | 5648.0 | 1 | 1 | 68 | 28 | 0 | 6 | 1 | 1 | 13 | 1 | 1 | 0 | 0 | 20 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 108 | 0 | 64 | 61+ | 49 | 36 | 2 | 1 | 1 | 1 | 1 |
| ID | Education | Marital_Status | Income | Kidhome | Teenhome | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Response | DaysSinceEnrolled | YearsSinceEnrolled | Age | AgeGroup | MntTotal | MntRegularProds | Children | HasChildren | AcceptedCmpTotal | HasAcceptedCmp | NumTotalPurchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2229 | 10084 | Graduation | 1 | 24434.0 | 2 | 0 | 9 | 3 | 2 | 8 | 20 | 0 | 17 | 2 | 2 | 1 | 2 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 42 | 31-45 | 50 | 33 | 2 | 1 | 0 | 0 | 5 |
| 2230 | 7004 | Graduation | 0 | 11012.0 | 1 | 0 | 82 | 24 | 3 | 26 | 7 | 1 | 23 | 3 | 3 | 1 | 2 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 470 | 1 | 30 | 18-30 | 84 | 61 | 1 | 1 | 1 | 1 | 6 |
| 2231 | 9817 | Master | 0 | 44802.0 | 0 | 0 | 71 | 853 | 10 | 143 | 13 | 10 | 20 | 2 | 9 | 4 | 12 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 677 | 1 | 44 | 31-45 | 1049 | 1029 | 0 | 0 | 0 | 0 | 25 |
| 2232 | 8080 | Graduation | 0 | 26816.0 | 0 | 0 | 50 | 5 | 1 | 6 | 3 | 4 | 3 | 1 | 0 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 681 | 1 | 28 | 18-30 | 22 | 19 | 0 | 0 | 0 | 0 | 3 |
| 2234 | 8372 | Graduation | 1 | 34421.0 | 1 | 0 | 81 | 3 | 3 | 7 | 6 | 2 | 9 | 1 | 1 | 0 | 2 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 363 | 0 | 40 | 31-45 | 30 | 21 | 1 | 1 | 0 | 0 | 3 |
| 2235 | 10870 | Graduation | 1 | 61223.0 | 0 | 1 | 46 | 709 | 43 | 182 | 42 | 118 | 247 | 2 | 9 | 3 | 4 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 381 | 1 | 47 | 46-60 | 1341 | 1094 | 1 | 1 | 0 | 0 | 16 |
| 2236 | 4001 | PhD | 1 | 64014.0 | 2 | 1 | 56 | 406 | 0 | 30 | 0 | 0 | 8 | 7 | 8 | 2 | 5 | 7 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 19 | 0 | 68 | 61+ | 444 | 436 | 3 | 1 | 1 | 1 | 15 |
| 2237 | 7270 | Graduation | 0 | 56981.0 | 0 | 0 | 91 | 908 | 48 | 217 | 32 | 12 | 24 | 1 | 2 | 3 | 13 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 155 | 0 | 33 | 31-45 | 1241 | 1217 | 0 | 0 | 1 | 1 | 18 |
| 2238 | 8235 | Master | 1 | 69245.0 | 0 | 1 | 8 | 428 | 30 | 214 | 80 | 30 | 61 | 2 | 6 | 5 | 10 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 156 | 0 | 58 | 46-60 | 843 | 782 | 1 | 1 | 0 | 0 | 21 |
| 2239 | 9405 | PhD | 1 | 52869.0 | 1 | 1 | 40 | 84 | 3 | 61 | 2 | 1 | 21 | 3 | 3 | 1 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 622 | 1 | 60 | 46-60 | 172 | 151 | 2 | 1 | 0 | 0 | 8 |